• Journal of Smart Tourism
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• v.4 no.2
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• pp.5-14
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• 2024

This study explores the transformative potential of machine learning (ML) and ML-driven data analytics in the hospitality industry. It provides a comprehensive overview of this emerging method, from explaining ML's origins to introducing the evolution of ML-driven data analytics in the hospitality industry. The present study emphasizes the shift embodied in ML, moving from explicit programming towards a self-learning, adaptive approach refined over time through big data. Meanwhile, social media analytics has progressed from simplistic metrics deriving nuanced qualitative insights into consumer behavior as an industry-specific example. Additionally, this study explores innovative applications of these innovative technologies in the hospitality sector, whether in demand forecasting, personalized marketing, predictive maintenance, etc. The study also emphasizes the integration of ML and social media analytics, discussing the implications like enhanced customer personalization, real-time decision-making capabilities, optimized marketing campaigns, and improved fraud detection. In conclusion, ML-driven hospitality data analytics have become indispensable in the strategic and operation machinery of contemporary hospitality businesses. It projects these technologies' continued significance in propelling data-centric advancements across the industry.

• The Journal of Asian Finance, Economics and Business
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• v.8 no.7
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• pp.313-322
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• 2021

This study aims to analyze the influence of religiosity, spiritual leadership, and work-life balance and its impact on innovative behavior through the mediating effect of employee engagement on the state-owned sharia bank of Central Java Province. The total sample of this study is 226 respondents taken from state-owned sharia bank in 6 Regencies/Cities in the former Karisedenan of Central Java. Samples are taken using a cross-sectional approach. The sampling technique is using the division of regions based on clusters (cities) and is carried out using a purposive sampling method. The results indicate that the indirect influence of all independent variables on innovative behavior through the mediating effect of employee engagement is found to be significant. This study views employee engagement from the perspective of religiosity-based social exchange theory so that religious values in the interaction relationship can be fairly applied and respected by the employees of the state-owned sharia bank. Managers can socialize the importance of spirit behavior to employees so that it can be their everyday attitude and becomes their guide for work. Leaders can become role models in straightening intentions while working as well as conditioning the conscience to always think positively at work by strengthening work engagement in sharia banking institutions.

• Journal of Technology Innovation
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• v.13 no.3
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• pp.51-76
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• 2005

This study aims to investigate hypotheses for the effects of CEO's self-sacrificial leadership behaviors and employee's organizational committment of 50 Korea venture firms registered in Korea Venture Business Associations. To understand the importance of followers' characteristics in recent leadership studies on venture CEOs, it is proposed that self-sacrificial leadership behaviors will positively effect on organizational commitment. And it is also proposed that the follower's need for achievement(N-Arch) moderates in the relationship of self-sacrificial leadership behaviors and organizational commitment. After descriptive survey, research model setup, and field survey, this empirical study investigated the above mentioned hypotheses thru SPSS for Windows 12.0. It involved linear regression analysis to reveal the significant main effect of the self-sacrificial leadership behaviors. It also revealed moderating regression analysis to reveal the significant moderating effects of need for achievement between the independent variables(self-sacrificial leadership behaviors) and dependent variable(the organizational commitment). Results revealed that CEO's self-sacrificial leadership behaviors positively affected to its employee's organizational commitment under change-oriented and innovative new technology drive, self-developing environments of venture business in Korea. However, positive moderating effect of N-Arch was not supported between leader's self-sacrificial leadership behaviors and follower's organizational commitment in Korea venture firms.

• The Journal of Asian Finance, Economics and Business
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• v.8 no.8
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• pp.271-285
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• 2021

The aim of this research was to look into the relationship between leadership; transformational leadership, transactional leadership, and employee innovation, as well as the mediating impact of cultural diversity between leadership and employee innovation. Structured questionnaire was used to collect the data from 633 public and private universities' employees in the United Arab Emirates (UAE) with the help of the stratified sampling technique, and hypothesis verified through structural equations modelling (AMOS-21). Findings of the study shows that leadership has positive impact on employee innovation and cultural diversity partially mediates the relationship between leadership and innovative performance of UAE universities' employees. Practical implication of the study is to understand how universities can enhance their employees' innovation which is crucial for their competitiveness and survival. Moreover, the increasing prevalence of cultural diversity, as work arrangements in universities, raises the question of how to successfully manage employees. Although few studies have looked into how transformational and transactional leadership styles affect employees' innovation performance, this study expands on the topic by concentrating on sub-dimensions of leadership that foster innovation through idea generation and execution at the United Arab Emirates universities. This study offers valuable insights for educational leaders and throws light on the main characteristics of leadership which helps the employees to perform better in terms of innovation.

• Journal of Korea Society of Industrial Information Systems
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• v.24 no.6
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• pp.107-118
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• 2019

The purpose of this study is to analyze the effect of "emotional leadership" on innovative behavior and psychological depression through mediation of job engagement and self-efficacy. In order to accomplish this objective, hypotheses were set up and we distributed questionnaires to bankers and analyzed the final 294 copies. For the hypothesis test, the SPSS Process Macro was used for regression analysis and double mediation. As a result, emotional leadership positively affects self-efficacy, and self-efficacy positively affects job engagement and innovation behavior. Also, job engagement has a negative effect on psychological depression. As a result of verifying the dual mediation effect, both self-efficacy and job engagement showed a full mediating effect.

• Journal of Korean Society of Industrial and Systems Engineering
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• v.42 no.3
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• pp.70-79
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• 2019

Domestic SMEs play a key role in production and employment, accounting for 98.9% of total enterprises, 74.4% of employment, 50.8% of production, and 49.0% of value added (as of 2016). However, they are faced with difficulties of survival because of continuous decrease in profitability, shortage of funds and manpower, insufficient accumulation of technology, minimum wage increase, and 52-hour workweek. In order for SMEs to continue to develop in such a difficult environment, we must constantly innovate our organization by making full use of our knowledge, information, experience and ability. To do this, CEO (management) leadership is very important to ensure that the best people are focused on the organizational innovation and management performance without moving the company. In this study, we wanted to establish empirically how the newly emerging compassionate rationalism leadership of SMEs business managers affected the innovation activities and management performance of companies. Research has shown that management's compassionate rationalism leadership has a positive and significant causal relationship with the innovation activities and management performance of the enterprise. Therefore, SMEs managers need to learn the bottom eight strategic factors of compassionate rationalism leadership and use them strategically to make efforts to create positive emotions for the organization so that members can be immersed in innovative activities and management performance creation.

• Korea Journal of Hospital Management
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• v.14 no.3
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• pp.1-22
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• 2009

Purpose : The purpose of this study was to examine the effects of nursing organizational culture and head nurse's leadership on the job satisfaction. Methods : For the purpose, a structured questionnaire was conducted. The subjects were 232 nurses who were working in the 2 general hospitals. The data were collected from Sep. 1 to Sep. 20 of 2006. Data were analyzed using descriptive statistics, one-way ANOVA, t-test, Pearson Correlation Coefficient, and multiple regression. Results : The dominant organizational culture of nursing organization was rank-oriented culture. The mean score of head nurse's transformational leadership and transactional leadership was 3.20 and 2.79 respectively. The best group of job satisfaction was affiliative-oriented culture group(3.31). The score of job satisfaction of transformational leadership's group was higher than that of transactional leadership's group. Job satisfaction was positively correlated with affiliative-oriented culture, innovative-oriented culture, task-oriented culture, and transformational leadership. Concerning of the job satisfaction, affiliative-oriented culture, rotation time and age explained 25.7%. Conclusion : The organizational culture and head nurse's leadership was correlated with job satisfaction. Especially affiliative-oriented culture and task-oriented culture influenced the job satisfaction. Based on the results, further development should be continued to develop the effective head nurse's leadership and organizational culture to improve the job satisfaction of nurses.

• Journal of Venture Innovation
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• v.6 no.2
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• pp.1-19
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• 2023

This study was conducted to empirically analyze the impact of issue leadership and learning agility on the innovation behavior of startup employees. Issue leadership was subdivided into issue creation, audience engagement, and issue execution. Learning agility was subdivided into five factors: feedback seeking, information orientation, reflection, experimentation, and agility. The survey was conducted among employees working in startups. In this study, 300 valid surveys were analyzed. Hierarchical regression was used to test the hypotheses. The results of the empirical analysis were as follows Among the sub-factors of issue leadership, issue creation, audience engagement, and the sub-factors of learning agility, information orientation, reflection, experimentation, and agility had a significant positive effect on startup employees' innovation behavior. On the other hand, issue execution, a subcomponent of issue leadership, and feedback seeking, a subcomponent of learning agility, did not have a significant effect on innovative behavior. In addition, the magnitude of the effect on innovative behavior was in the order of experimentation, agility, issue creation, information orientation, audience engagement, and reflection. Therefore, this study on the effect of issue leadership and learning agility on innovative behavior concludes that issue creation, audience engagement, information orientation, reflection, experimentation, and agility play an important role.

• Journal of Digital Convergence
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• v.19 no.4
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• pp.119-131
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• 2021

The purpose of this study is to confirm the mediating effect of followership characteristics when the components of transformational leadership influences the innovative behavior of follower. For this study, response data of nationwide 551 workers were finally analyzed using SPSS 24 and Process Macro 3.5. The research results are as follows. All of the components of transformational leadership had a positive(+) effect on innovative behavior. In this process, team spirit, the characteristic of followership, was confirmed to have a mediating effect in all relationships. Perception of goal alignment and active orientation were found to have mediating effects in some types of combination. On the other hand, critical thinking had no mediating effect. This study has academic significance that variables with complex characteristics were divided into sub-characteristics for analyzing. In practice, it is suggested that there is an effective combination type for each characteristic of the variables in promoting the innovative behavior of follower. Based on the research results, the limitations of the research and future research tasks were presented.

• Asia-Pacific Journal of Business
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• v.9 no.3
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• pp.117-137
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• 2018

Lots of the studies about the relationship between coaching leadership and organizational effectiveness have been conducted and reported that coaching leadership is one of the main factors which impact organizational effectiveness. The purpose of this study was to synthesize the relationship between coaching leadership and organizational effectiveness. For that purpose, 32 correlation effect sizes from 25 studies were analyzed by the CMA (Comprehensive Meta-analysis) Program. The study calculated the overall effect size of the relationship between coaching leadership and organizational effectiveness. Then, it also calculated the effect size of the relationship between coaching leadership and each sub-variable of organizational effectiveness. The analysis results are as follows: First, the overall effect size about the relationship between coaching leadership and organizational effectiveness was .519, which means that coaching leadership has over lager relationship with organizational effectiveness. In addition, the effect sizes of sub-variables of the organization are .556 (organizational commitment) .542 (job satisfaction), 509 (organizational citizen behavior), and .401 (innovative behavior). The study tested the mediating effects of measurements, organizational size, types of publication, and published year. The result showed that only the measurement made significant differences among effect sizes of studies.